Signal Estimation Using Adapted Tree--Structured Bases and the MDL Principle by Pierre Moulin We present a new signal denoising technique based on adapted tree--structured bases and the following paradigms: (a) use of the MDL principle for estimating the signal in each branch of the tree {\em and} the best tree structure; (b) use of signal--adapted filter banks.